{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Copyright (c) MONAI Consortium  \n",
    "Licensed under the Apache License, Version 2.0 (the \"License\");  \n",
    "you may not use this file except in compliance with the License.  \n",
    "You may obtain a copy of the License at  \n",
    "&nbsp;&nbsp;&nbsp;&nbsp;http://www.apache.org/licenses/LICENSE-2.0  \n",
    "Unless required by applicable law or agreed to in writing, software  \n",
    "distributed under the License is distributed on an \"AS IS\" BASIS,  \n",
    "WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.  \n",
    "See the License for the specific language governing permissions and  \n",
    "limitations under the License.\n",
    "\n",
    "# Spleen 3D segmentation with MONAI\n",
    "\n",
    "This tutorial shows how to integrate MONAI into an existing PyTorch medical DL program.\n",
    "\n",
    "And easily use below features:\n",
    "1. Transforms for dictionary format data.\n",
    "1. Load Nifti image with metadata.\n",
    "1. Add channel dim to the data if no channel dimension.\n",
    "1. Scale medical image intensity with expected range.\n",
    "1. Crop out a batch of balanced images based on positive / negative label ratio.\n",
    "1. Cache IO and transforms to accelerate training and validation.\n",
    "1. 3D UNet model, Dice loss function, Mean Dice metric for 3D segmentation task.\n",
    "1. Sliding window inference method.\n",
    "1. Deterministic training for reproducibility.\n",
    "\n",
    "The Spleen dataset can be downloaded from http://medicaldecathlon.com/.\n",
    "\n",
    "![spleen](../figures/spleen0.png)\n",
    "\n",
    "Target: Spleen  \n",
    "Modality: CT  \n",
    "Size: 61 3D volumes (41 Training + 20 Testing)  \n",
    "Source: Memorial Sloan Kettering Cancer Center  \n",
    "Challenge: Large ranging foreground size\n",
    "\n",
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/main/3d_segmentation/spleen_segmentation_3d.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "!python -c \"import monai\" || pip install -q \"monai-weekly[gdown, nibabel, tqdm, ignite]\"\n",
    "!python -c \"import matplotlib\" || pip install -q matplotlib\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.8/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MONAI version: 1.1.0+2.g97918e46\n",
      "Numpy version: 1.22.2\n",
      "Pytorch version: 1.13.0a0+d0d6b1f\n",
      "MONAI flags: HAS_EXT = True, USE_COMPILED = False, USE_META_DICT = False\n",
      "MONAI rev id: 97918e46e0d2700c050e678d72e3edb35afbd737\n",
      "MONAI __file__: /opt/monai/monai/__init__.py\n",
      "\n",
      "Optional dependencies:\n",
      "Pytorch Ignite version: 0.4.10\n",
      "Nibabel version: 4.0.2\n",
      "scikit-image version: 0.19.3\n",
      "Pillow version: 9.0.1\n",
      "Tensorboard version: 2.10.1\n",
      "gdown version: 4.6.0\n",
      "TorchVision version: 0.14.0a0\n",
      "tqdm version: 4.64.1\n",
      "lmdb version: 1.3.0\n",
      "psutil version: 5.9.2\n",
      "pandas version: 1.4.4\n",
      "einops version: 0.6.0\n",
      "transformers version: 4.21.3\n",
      "mlflow version: 2.0.1\n",
      "pynrrd version: 1.0.0\n",
      "\n",
      "For details about installing the optional dependencies, please visit:\n",
      "    https://docs.monai.io/en/latest/installation.html#installing-the-recommended-dependencies\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from monai.utils import first, set_determinism\n",
    "from monai.transforms import (\n",
    "    AsDiscrete,\n",
    "    AsDiscreted,\n",
    "    EnsureChannelFirstd,\n",
    "    Compose,\n",
    "    CropForegroundd,\n",
    "    LoadImaged,\n",
    "    Orientationd,\n",
    "    RandCropByPosNegLabeld,\n",
    "    SaveImaged,\n",
    "    ScaleIntensityRanged,\n",
    "    Spacingd,\n",
    "    Invertd,\n",
    ")\n",
    "from monai.handlers.utils import from_engine\n",
    "from monai.networks.nets import UNet\n",
    "from monai.networks.layers import Norm\n",
    "from monai.metrics import DiceMetric\n",
    "from monai.losses import DiceLoss\n",
    "from monai.inferers import sliding_window_inference\n",
    "from monai.data import CacheDataset, DataLoader, Dataset, decollate_batch\n",
    "from monai.config import print_config\n",
    "from monai.apps import download_and_extract\n",
    "import torch\n",
    "import matplotlib.pyplot as plt\n",
    "import tempfile\n",
    "import shutil\n",
    "import os\n",
    "import glob\n",
    "\n",
    "print_config()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup data directory\n",
    "\n",
    "You can specify a directory with the `MONAI_DATA_DIRECTORY` environment variable.  \n",
    "This allows you to save results and reuse downloads.  \n",
    "If not specified a temporary directory will be used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/workspace/data/medical/\n"
     ]
    }
   ],
   "source": [
    "directory = os.environ.get(\"MONAI_DATA_DIRECTORY\")\n",
    "if directory is not None:\n",
    "    os.makedirs(directory, exist_ok=True)\n",
    "root_dir = tempfile.mkdtemp() if directory is None else directory\n",
    "print(root_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download dataset\n",
    "\n",
    "Downloads and extracts the dataset.  \n",
    "The dataset comes from http://medicaldecathlon.com/."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "resource = \"https://msd-for-monai.s3-us-west-2.amazonaws.com/Task09_Spleen.tar\"\n",
    "md5 = \"410d4a301da4e5b2f6f86ec3ddba524e\"\n",
    "\n",
    "compressed_file = os.path.join(root_dir, \"Task09_Spleen.tar\")\n",
    "data_dir = os.path.join(root_dir, \"Task09_Spleen\")\n",
    "if not os.path.exists(data_dir):\n",
    "    download_and_extract(resource, compressed_file, root_dir, md5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set MSD Spleen dataset path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_images = sorted(glob.glob(os.path.join(data_dir, \"imagesTr\", \"*.nii.gz\")))\n",
    "train_labels = sorted(glob.glob(os.path.join(data_dir, \"labelsTr\", \"*.nii.gz\")))\n",
    "data_dicts = [{\"image\": image_name, \"label\": label_name} for image_name, label_name in zip(train_images, train_labels)]\n",
    "train_files, val_files = data_dicts[:-9], data_dicts[-9:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set deterministic training for reproducibility"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "set_determinism(seed=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup transforms for training and validation\n",
    "\n",
    "Here we use several transforms to augment the dataset:\n",
    "1. `LoadImaged` loads the spleen CT images and labels from NIfTI format files.\n",
    "1. `EnsureChannelFirstd` ensures the original data to construct \"channel first\" shape.\n",
    "1. `Orientationd` unifies the data orientation based on the affine matrix.\n",
    "1. `Spacingd` adjusts the spacing by `pixdim=(1.5, 1.5, 2.)` based on the affine matrix.\n",
    "1. `ScaleIntensityRanged` extracts intensity range [-57, 164] and scales to [0, 1].\n",
    "1. `CropForegroundd` removes all zero borders to focus on the valid body area of the images and labels.\n",
    "1. `RandCropByPosNegLabeld` randomly crop patch samples from big image based on pos / neg ratio.  \n",
    "The image centers of negative samples must be in valid body area.\n",
    "1. `RandAffined` efficiently performs `rotate`, `scale`, `shear`, `translate`, etc. together based on PyTorch affine transform."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_transforms = Compose(\n",
    "    [\n",
    "        LoadImaged(keys=[\"image\", \"label\"]),\n",
    "        EnsureChannelFirstd(keys=[\"image\", \"label\"]),\n",
    "        ScaleIntensityRanged(\n",
    "            keys=[\"image\"],\n",
    "            a_min=-57,\n",
    "            a_max=164,\n",
    "            b_min=0.0,\n",
    "            b_max=1.0,\n",
    "            clip=True,\n",
    "        ),\n",
    "        CropForegroundd(keys=[\"image\", \"label\"], source_key=\"image\", allow_smaller=True),\n",
    "        Orientationd(keys=[\"image\", \"label\"], axcodes=\"RAS\"),\n",
    "        Spacingd(keys=[\"image\", \"label\"], pixdim=(1.5, 1.5, 2.0), mode=(\"bilinear\", \"nearest\")),\n",
    "        RandCropByPosNegLabeld(\n",
    "            keys=[\"image\", \"label\"],\n",
    "            label_key=\"label\",\n",
    "            spatial_size=(96, 96, 96),\n",
    "            pos=1,\n",
    "            neg=1,\n",
    "            num_samples=4,\n",
    "            image_key=\"image\",\n",
    "            image_threshold=0,\n",
    "        ),\n",
    "        # user can also add other random transforms\n",
    "        # RandAffined(\n",
    "        #     keys=['image', 'label'],\n",
    "        #     mode=('bilinear', 'nearest'),\n",
    "        #     prob=1.0, spatial_size=(96, 96, 96),\n",
    "        #     rotate_range=(0, 0, np.pi/15),\n",
    "        #     scale_range=(0.1, 0.1, 0.1)),\n",
    "    ]\n",
    ")\n",
    "val_transforms = Compose(\n",
    "    [\n",
    "        LoadImaged(keys=[\"image\", \"label\"]),\n",
    "        EnsureChannelFirstd(keys=[\"image\", \"label\"]),\n",
    "        ScaleIntensityRanged(\n",
    "            keys=[\"image\"],\n",
    "            a_min=-57,\n",
    "            a_max=164,\n",
    "            b_min=0.0,\n",
    "            b_max=1.0,\n",
    "            clip=True,\n",
    "        ),\n",
    "        CropForegroundd(keys=[\"image\", \"label\"], source_key=\"image\", allow_smaller=True),\n",
    "        Orientationd(keys=[\"image\", \"label\"], axcodes=\"RAS\"),\n",
    "        Spacingd(keys=[\"image\", \"label\"], pixdim=(1.5, 1.5, 2.0), mode=(\"bilinear\", \"nearest\")),\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Check transforms in DataLoader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image shape: torch.Size([226, 157, 113]), label shape: torch.Size([226, 157, 113])\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "check_ds = Dataset(data=val_files, transform=val_transforms)\n",
    "check_loader = DataLoader(check_ds, batch_size=1)\n",
    "check_data = first(check_loader)\n",
    "image, label = (check_data[\"image\"][0][0], check_data[\"label\"][0][0])\n",
    "print(f\"image shape: {image.shape}, label shape: {label.shape}\")\n",
    "# plot the slice [:, :, 80]\n",
    "plt.figure(\"check\", (12, 6))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.title(\"image\")\n",
    "plt.imshow(image[:, :, 80], cmap=\"gray\")\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.title(\"label\")\n",
    "plt.imshow(label[:, :, 80])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define CacheDataset and DataLoader for training and validation\n",
    "\n",
    "Here we use CacheDataset to accelerate training and validation process, it's 10x faster than the regular Dataset.  \n",
    "To achieve best performance, set `cache_rate=1.0` to cache all the data, if memory is not enough, set lower value.  \n",
    "Users can also set `cache_num` instead of `cache_rate`, will use the minimum value of the 2 settings.  \n",
    "And set `num_workers` to enable multi-threads during caching.  \n",
    "If want to to try the regular Dataset, just change to use the commented code below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading dataset: 100%|██████████| 32/32 [00:32<00:00,  1.02s/it]\n",
      "Loading dataset: 100%|██████████| 9/9 [00:07<00:00,  1.18it/s]\n"
     ]
    }
   ],
   "source": [
    "train_ds = CacheDataset(data=train_files, transform=train_transforms, cache_rate=1.0, num_workers=4)\n",
    "# train_ds = Dataset(data=train_files, transform=train_transforms)\n",
    "\n",
    "# use batch_size=2 to load images and use RandCropByPosNegLabeld\n",
    "# to generate 2 x 4 images for network training\n",
    "train_loader = DataLoader(train_ds, batch_size=2, shuffle=True, num_workers=4)\n",
    "\n",
    "val_ds = CacheDataset(data=val_files, transform=val_transforms, cache_rate=1.0, num_workers=4)\n",
    "# val_ds = Dataset(data=val_files, transform=val_transforms)\n",
    "val_loader = DataLoader(val_ds, batch_size=1, num_workers=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create Model, Loss, Optimizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# standard PyTorch program style: create UNet, DiceLoss and Adam optimizer\n",
    "device = torch.device(\"cuda:0\")\n",
    "model = UNet(\n",
    "    spatial_dims=3,\n",
    "    in_channels=1,\n",
    "    out_channels=2,\n",
    "    channels=(16, 32, 64, 128, 256),\n",
    "    strides=(2, 2, 2, 2),\n",
    "    num_res_units=2,\n",
    "    norm=Norm.BATCH,\n",
    ").to(device)\n",
    "loss_function = DiceLoss(to_onehot_y=True, softmax=True)\n",
    "optimizer = torch.optim.Adam(model.parameters(), 1e-4)\n",
    "dice_metric = DiceMetric(include_background=False, reduction=\"mean\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Execute a typical PyTorch training process"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [],
   "source": [
    "max_epochs = 600\n",
    "val_interval = 2\n",
    "best_metric = -1\n",
    "best_metric_epoch = -1\n",
    "epoch_loss_values = []\n",
    "metric_values = []\n",
    "post_pred = Compose([AsDiscrete(argmax=True, to_onehot=2)])\n",
    "post_label = Compose([AsDiscrete(to_onehot=2)])\n",
    "\n",
    "for epoch in range(max_epochs):\n",
    "    print(\"-\" * 10)\n",
    "    print(f\"epoch {epoch + 1}/{max_epochs}\")\n",
    "    model.train()\n",
    "    epoch_loss = 0\n",
    "    step = 0\n",
    "    for batch_data in train_loader:\n",
    "        step += 1\n",
    "        inputs, labels = (\n",
    "            batch_data[\"image\"].to(device),\n",
    "            batch_data[\"label\"].to(device),\n",
    "        )\n",
    "        optimizer.zero_grad()\n",
    "        outputs = model(inputs)\n",
    "        loss = loss_function(outputs, labels)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        epoch_loss += loss.item()\n",
    "        print(f\"{step}/{len(train_ds) // train_loader.batch_size}, \" f\"train_loss: {loss.item():.4f}\")\n",
    "    epoch_loss /= step\n",
    "    epoch_loss_values.append(epoch_loss)\n",
    "    print(f\"epoch {epoch + 1} average loss: {epoch_loss:.4f}\")\n",
    "\n",
    "    if (epoch + 1) % val_interval == 0:\n",
    "        model.eval()\n",
    "        with torch.no_grad():\n",
    "            for val_data in val_loader:\n",
    "                val_inputs, val_labels = (\n",
    "                    val_data[\"image\"].to(device),\n",
    "                    val_data[\"label\"].to(device),\n",
    "                )\n",
    "                roi_size = (160, 160, 160)\n",
    "                sw_batch_size = 4\n",
    "                val_outputs = sliding_window_inference(val_inputs, roi_size, sw_batch_size, model)\n",
    "                val_outputs = [post_pred(i) for i in decollate_batch(val_outputs)]\n",
    "                val_labels = [post_label(i) for i in decollate_batch(val_labels)]\n",
    "                # compute metric for current iteration\n",
    "                dice_metric(y_pred=val_outputs, y=val_labels)\n",
    "\n",
    "            # aggregate the final mean dice result\n",
    "            metric = dice_metric.aggregate().item()\n",
    "            # reset the status for next validation round\n",
    "            dice_metric.reset()\n",
    "\n",
    "            metric_values.append(metric)\n",
    "            if metric > best_metric:\n",
    "                best_metric = metric\n",
    "                best_metric_epoch = epoch + 1\n",
    "                torch.save(model.state_dict(), os.path.join(root_dir, \"best_metric_model.pth\"))\n",
    "                print(\"saved new best metric model\")\n",
    "            print(\n",
    "                f\"current epoch: {epoch + 1} current mean dice: {metric:.4f}\"\n",
    "                f\"\\nbest mean dice: {best_metric:.4f} \"\n",
    "                f\"at epoch: {best_metric_epoch}\"\n",
    "            )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train completed, best_metric: 0.9510 at epoch: 598\n"
     ]
    }
   ],
   "source": [
    "print(f\"train completed, best_metric: {best_metric:.4f} \" f\"at epoch: {best_metric_epoch}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot the loss and metric"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(\"train\", (12, 6))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.title(\"Epoch Average Loss\")\n",
    "x = [i + 1 for i in range(len(epoch_loss_values))]\n",
    "y = epoch_loss_values\n",
    "plt.xlabel(\"epoch\")\n",
    "plt.plot(x, y)\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.title(\"Val Mean Dice\")\n",
    "x = [val_interval * (i + 1) for i in range(len(metric_values))]\n",
    "y = metric_values\n",
    "plt.xlabel(\"epoch\")\n",
    "plt.plot(x, y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Check best model output with the input image and label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.load_state_dict(torch.load(os.path.join(root_dir, \"best_metric_model.pth\"), weights_only=True))\n",
    "model.eval()\n",
    "with torch.no_grad():\n",
    "    for i, val_data in enumerate(val_loader):\n",
    "        roi_size = (160, 160, 160)\n",
    "        sw_batch_size = 4\n",
    "        val_outputs = sliding_window_inference(val_data[\"image\"].to(device), roi_size, sw_batch_size, model)\n",
    "        # plot the slice [:, :, 80]\n",
    "        plt.figure(\"check\", (18, 6))\n",
    "        plt.subplot(1, 3, 1)\n",
    "        plt.title(f\"image {i}\")\n",
    "        plt.imshow(val_data[\"image\"][0, 0, :, :, 80], cmap=\"gray\")\n",
    "        plt.subplot(1, 3, 2)\n",
    "        plt.title(f\"label {i}\")\n",
    "        plt.imshow(val_data[\"label\"][0, 0, :, :, 80])\n",
    "        plt.subplot(1, 3, 3)\n",
    "        plt.title(f\"output {i}\")\n",
    "        plt.imshow(torch.argmax(val_outputs, dim=1).detach().cpu()[0, :, :, 80])\n",
    "        plt.show()\n",
    "        if i == 2:\n",
    "            break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluation on original image spacings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "val_org_transforms = Compose(\n",
    "    [\n",
    "        LoadImaged(keys=[\"image\", \"label\"]),\n",
    "        EnsureChannelFirstd(keys=[\"image\", \"label\"]),\n",
    "        Orientationd(keys=[\"image\"], axcodes=\"RAS\"),\n",
    "        Spacingd(keys=[\"image\"], pixdim=(1.5, 1.5, 2.0), mode=\"bilinear\"),\n",
    "        ScaleIntensityRanged(\n",
    "            keys=[\"image\"],\n",
    "            a_min=-57,\n",
    "            a_max=164,\n",
    "            b_min=0.0,\n",
    "            b_max=1.0,\n",
    "            clip=True,\n",
    "        ),\n",
    "        CropForegroundd(keys=[\"image\"], source_key=\"image\", allow_smaller=True),\n",
    "    ]\n",
    ")\n",
    "\n",
    "val_org_ds = Dataset(data=val_files, transform=val_org_transforms)\n",
    "val_org_loader = DataLoader(val_org_ds, batch_size=1, num_workers=4)\n",
    "\n",
    "post_transforms = Compose(\n",
    "    [\n",
    "        Invertd(\n",
    "            keys=\"pred\",\n",
    "            transform=val_org_transforms,\n",
    "            orig_keys=\"image\",\n",
    "            meta_keys=\"pred_meta_dict\",\n",
    "            orig_meta_keys=\"image_meta_dict\",\n",
    "            meta_key_postfix=\"meta_dict\",\n",
    "            nearest_interp=False,\n",
    "            to_tensor=True,\n",
    "            device=\"cpu\",\n",
    "        ),\n",
    "        AsDiscreted(keys=\"pred\", argmax=True, to_onehot=2),\n",
    "        AsDiscreted(keys=\"label\", to_onehot=2),\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Metric on original image spacing:  0.9637420177459717\n"
     ]
    }
   ],
   "source": [
    "model.load_state_dict(torch.load(os.path.join(root_dir, \"best_metric_model.pth\"), weights_only=True))\n",
    "model.eval()\n",
    "\n",
    "with torch.no_grad():\n",
    "    for val_data in val_org_loader:\n",
    "        val_inputs = val_data[\"image\"].to(device)\n",
    "        roi_size = (160, 160, 160)\n",
    "        sw_batch_size = 4\n",
    "        val_data[\"pred\"] = sliding_window_inference(val_inputs, roi_size, sw_batch_size, model)\n",
    "        val_data = [post_transforms(i) for i in decollate_batch(val_data)]\n",
    "        val_outputs, val_labels = from_engine([\"pred\", \"label\"])(val_data)\n",
    "        # compute metric for current iteration\n",
    "        dice_metric(y_pred=val_outputs, y=val_labels)\n",
    "\n",
    "    # aggregate the final mean dice result\n",
    "    metric_org = dice_metric.aggregate().item()\n",
    "    # reset the status for next validation round\n",
    "    dice_metric.reset()\n",
    "\n",
    "print(\"Metric on original image spacing: \", metric_org)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inference on Test Set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_images = sorted(glob.glob(os.path.join(data_dir, \"imagesTs\", \"*.nii.gz\")))\n",
    "\n",
    "test_data = [{\"image\": image} for image in test_images]\n",
    "\n",
    "\n",
    "test_org_transforms = Compose(\n",
    "    [\n",
    "        LoadImaged(keys=\"image\"),\n",
    "        EnsureChannelFirstd(keys=\"image\"),\n",
    "        Orientationd(keys=[\"image\"], axcodes=\"RAS\"),\n",
    "        Spacingd(keys=[\"image\"], pixdim=(1.5, 1.5, 2.0), mode=\"bilinear\"),\n",
    "        ScaleIntensityRanged(\n",
    "            keys=[\"image\"],\n",
    "            a_min=-57,\n",
    "            a_max=164,\n",
    "            b_min=0.0,\n",
    "            b_max=1.0,\n",
    "            clip=True,\n",
    "        ),\n",
    "        CropForegroundd(keys=[\"image\"], source_key=\"image\", allow_smaller=True),\n",
    "    ]\n",
    ")\n",
    "\n",
    "test_org_ds = Dataset(data=test_data, transform=test_org_transforms)\n",
    "\n",
    "test_org_loader = DataLoader(test_org_ds, batch_size=1, num_workers=4)\n",
    "\n",
    "post_transforms = Compose(\n",
    "    [\n",
    "        Invertd(\n",
    "            keys=\"pred\",\n",
    "            transform=test_org_transforms,\n",
    "            orig_keys=\"image\",\n",
    "            meta_keys=\"pred_meta_dict\",\n",
    "            orig_meta_keys=\"image_meta_dict\",\n",
    "            meta_key_postfix=\"meta_dict\",\n",
    "            nearest_interp=False,\n",
    "            to_tensor=True,\n",
    "        ),\n",
    "        AsDiscreted(keys=\"pred\", argmax=True, to_onehot=2),\n",
    "        SaveImaged(keys=\"pred\", meta_keys=\"pred_meta_dict\", output_dir=\"./out\", output_postfix=\"seg\", resample=False),\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # uncomment the following lines to visualize the predicted results\n",
    "# from monai.transforms import LoadImage\n",
    "# loader = LoadImage()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.load_state_dict(torch.load(os.path.join(root_dir, \"best_metric_model.pth\"), weights_only=True))\n",
    "model.eval()\n",
    "\n",
    "with torch.no_grad():\n",
    "    for test_data in test_org_loader:\n",
    "        test_inputs = test_data[\"image\"].to(device)\n",
    "        roi_size = (160, 160, 160)\n",
    "        sw_batch_size = 4\n",
    "        test_data[\"pred\"] = sliding_window_inference(test_inputs, roi_size, sw_batch_size, model)\n",
    "\n",
    "        test_data = [post_transforms(i) for i in decollate_batch(test_data)]\n",
    "\n",
    "#         # uncomment the following lines to visualize the predicted results\n",
    "#         test_output = from_engine([\"pred\"])(test_data)\n",
    "\n",
    "#         original_image = loader(test_output[0].meta[\"filename_or_obj\"])\n",
    "\n",
    "#         plt.figure(\"check\", (18, 6))\n",
    "#         plt.subplot(1, 2, 1)\n",
    "#         plt.imshow(original_image[:, :, 20], cmap=\"gray\")\n",
    "#         plt.subplot(1, 2, 2)\n",
    "#         plt.imshow(test_output[0].detach().cpu()[1, :, :, 20])\n",
    "#         plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cleanup data directory\n",
    "\n",
    "Remove directory if a temporary was used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "if directory is None:\n",
    "    shutil.rmtree(root_dir)"
   ]
  }
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